Businesses across every industry are rolling out AI services this year. For Microsoft, Oracle, Perplexity, Snap and hundreds of other leading companies, using the NVIDIA AI inference platform - a full stack comprising world-class silicon, systems and software - is the key to delivering high-throughput and low-latency inference and enabling great user experiences while lowering cost.
NVIDIA's advancements in inference software optimization and the NVIDIA Hopper platform are helping industries serve the latest generative AI models, delivering excellent user experiences while optimizing total cost of ownership. The Hopper platform also helps deliver up to 15x more energy efficiency for inference workloads compared to previous generations.
AI inference is notoriously difficult, as it requires many steps to strike the right balance between throughput and user experience.
But the underlying goal is simple: generate more tokens at a lower cost. Tokens represent words in a large language model (LLM) system - and with AI inference services typically charging for every million tokens generated, this goal offers the most visible return on AI investments and energy used per task.
Full-stack software optimization offers the key to improving AI inference performance and achieving this goal.
Cost-Effective User Throughput Businesses are often challenged with balancing the performance and costs of inference workloads. While some customers or use cases may work with an out-of-the-box or hosted model, others may require customization. NVIDIA technologies simplify model deployment while optimizing cost and performance for AI inference workloads. In addition, customers can experience flexibility and customizability with the models they choose to deploy.
NVIDIA NIM microservices, NVIDIA Triton Inference Server and the NVIDIA TensorRT library are among the inference solutions NVIDIA offers to suit users' needs:
NVIDIA NIM inference microservices are prepackaged and performance-optimized for rapidly deploying AI foundation models on any infrastructure - cloud, data centers, edge or workstations.
NVIDIA Triton Inference Server, one of the company's most popular open-source projects, allows users to package and serve any model regardless of the AI framework it was trained on.
NVIDIA TensorRT is a high-performance deep learning inference library that includes runtime and model optimizations to deliver low-latency and high-throughput inference for production applications.
Available in all major cloud marketplaces, the NVIDIA AI Enterprise software platform includes all these solutions and provides enterprise-grade support, stability, manageability and security.
With the framework-agnostic NVIDIA AI inference platform, companies save on productivity, development, and infrastructure and setup costs. Using NVIDIA technologies can also boost business revenue by helping companies avoid downtime and fraudulent transactions, increase e-commerce shopping conversion rates and generate new, AI-powered revenue streams.
Cloud-Based LLM Inference To ease LLM deployment, NVIDIA has collaborated closely with every major cloud service provider to ensure that the NVIDIA inference platform can be seamlessly deployed in the cloud with minimal or no code required. NVIDIA NIM is integrated with cloud-native services such as:
Amazon SageMaker AI, Amazon Bedrock Marketplace, Amazon Elastic Kubernetes Service
Google Cloud's Vertex AI, Google Kubernetes Engine
Microsoft Azure AI Foundry coming soon, Azure Kubernetes Service
Oracle Cloud Infrastructure's data science tools, Oracle Cloud Infrastructure Kubernetes Engine
Plus, for customized inference deployments, NVIDIA Triton Inference Server is deeply integrated into all major cloud service providers.
For example, using the OCI Data Science platform, deploying NVIDIA Triton is as simple as turning on a switch in the command line arguments during model deployment, which instantly launches an NVIDIA Triton inference endpoint.
Similarly, with Azure Machine Learning, users can deploy NVIDIA Triton either with no-code deployment through the Azure Machine Learning Studio or full-code deployment with Azure Machine Learning CLI. AWS provides one-click deployment for NVIDIA NIM from SageMaker Marketplace and Google Cloud provides a one-click deployment option on Google Kubernetes Engine (GKE). Google Cloud provides a one-click deployment option on Google Kubernetes Engine, while AWS offers NVIDIA Triton on its AWS Deep Learning containers.
The NVIDIA AI inference platform also uses popular communication methods for delivering AI predictions, automatically adjusting to accommodate the growing and changing needs of users within a cloud-based infrastructure.
From accelerating LLMs to enhancing creative workflows and transforming agreement management, NVIDIA's AI inference platform is driving real-world impact across industries. Learn how collaboration and innovation are enabling the organizations below to achieve new levels of efficiency and scalability.
Serving 400 Million Search Queries Monthly With Perplexity AI Perplexity AI, an AI-powered search engine, handles over 435 million monthly queries. Each query represents multiple AI inference requests. To meet this demand, the Perplexity AI team turned to NVIDIA H100 GPUs, Triton Inference Server and TensorRT-LLM.
Supporting over 20 AI models, including Llama 3 variations like 8B and 70B, Perplexity processes diverse tasks such as search, summarization and question-answering. By using smaller classifier models to route tasks to GPU pods, managed by NVIDIA Triton, the company delivers cost-efficient, responsive service under strict service level agreements.
Through model parallelism, which splits LLMs across GPUs, Perplexity achieved a threefold cost reduction while maintaining low latency and high accurac
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
02/07/2026
Broadcast Solutions GmbH, a leading systems integrator and provider of innovative solutions for the broadcast media industry, is acquiring BFE Studio und Medien...
02/07/2026
Cinegy GmbH, the premier provider of software-defined television technology, has extended the ingest facility at leading Brazilian sports company LiveMode, work...
02/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
02/07/2026
Standalone processors acknowledged for the innovation and value they bring to Pro AV
Cobalt Digital, a leading designer and manufacturer of signal processing ...
02/07/2026
Synamedia announced today the appointment of Dr Tzvi Gerstl as Chief Executive Officer. Paul Segre, who has served as CEO for the past six years, will transitio...
02/07/2026
Screen Australia backs audience-led filmmaking with new insight-driven initiativ...
02/07/2026
Screen Australia refines guidelines for Narrative Content Development and Docume...
02/07/2026
Maxon Autograph: Introduction to working with Tables
Simon Ubsdell July 1, 2026
0 Comments
An overview of Autograph's ridiculously powerful tables...
02/07/2026
Boston Conservatory's Soir e Breaks Records to Fund Student Scholarships The event achieved 127 percent of its fundraising goal in an evening celebrating ...
02/07/2026
How Adam Rosenwach Pivoted from Music to Med Tech Without Missing a Beat What do the rehearsal room and the boardroom have in common? More than you might thin...
02/07/2026
Summer is heating up - and GeForce NOW is taking players along for the ride.
Start the month with Monopoly: Star Wars Heroes vs. Villains, bringing a galaxy fa...
01/07/2026
Broadcast Management Group (BMG) has announced the appointment of Kathy Samuels ...
01/07/2026
Shade has announced Custom Objects and Automations, a platform expansion releasing June 29, 2026, that adds database and workflow automation capabilities direct...
01/07/2026
FOR-A America has announced the addition of Jaz Wray and Fernando Cruz to its U.S. sales team. Both report to Ernie Leon, Senior VP and Head of Sales and Strate...
01/07/2026
NBC Sports will air all 15 MLB games nationally on Sunday, July 5, across NBC, P...
01/07/2026
Clear-Com has announced a wireless communications upgrade for Jeopardy! and Wheel of Fortune, deploying FreeSpeak II and FreeSpeak Icon systems across both prod...
01/07/2026
England's performance team will use Sony's STATSports APEX GPS tracking system to monitor player physical data in real time during FIFA World Cup 2026 m...
01/07/2026
Adder Technology has announced the appointment of Neil Hillier as Chief Executive Officer, effective July 1, 2026. Hillier succeeds Adrian Dickens, who transiti...
01/07/2026
Bitcentral, Inc. has announced a strategic transaction creating two separate companies. The Production and Playout business will continue as Bitcentral, now own...
01/07/2026
DAZN has announced results from DAZN48, its creator initiative for the FIFA World Cup 2026. Launched in April 2026, the program received thousands of applicatio...
01/07/2026
Sarah Rose, VP, global services, Daktronics (NASDAQ: DAKT), will be inducted into the Information Display and Entertainment Association (IDEA) Hall of Fame at t...
01/07/2026
Gravity Media and the World Economic Forum's production team provided broadc...
01/07/2026
Insight Productions has announced the launch of Insight Storm, a 53-foot mobile broadcast unit built for esports production. The truck is built around a Ross Vi...
01/07/2026
ESPN has announced several content initiatives marking America's 250th anniversary, as part of The Walt Disney Company's Disney Celebrates America pro...
01/07/2026
Eleven production kits, REMI workflows, and cloud distribution bring 40 World Cu...
01/07/2026
The conference also discussed the opportunities offered an industry that is endu...
01/07/2026
The Mountain West Conference has announced the launch of MW , a direct-to-consumer streaming platform powered by Kiswe. The platform will carry live Mountain We...
01/07/2026
New AI Assistant, Multi-channel Audio, ARA2 improvements & more
Tracktion's DAW software has just received its latest major update, gaining a selection ...
01/07/2026
Stammering, stuttering, strangulated tones
The Crow Hill Company's latest creation promises to be the most original sound set they've produced to d...
01/07/2026
Exclusive run of limited-edition modelling pedals
Sweetwater and Andertons M...
01/07/2026
The National Film and Video Foundation (NFVF) is pleased to announce that the ca...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Manfrotto Introduces UNCOVER, the new premium camera bag collection for modern h...
01/07/2026
Blackmagic Design Powers Houston Tamil Sangam Literacy Competition
Brie Clayton July 1, 2026
0 Comments
Volunteers use ATEM Mini Pro, Blackmagic Desig...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
PlayBox Technology has published State of Broadcast Infrastructure 2026, an in-depth industry research report examining the technologies, operational challenges...
01/07/2026
LONDON, UK, 1 JULY Jigsaw24 has appointed Alan Henry as Head of Sales for Media and Entertainment, reinforcing its continued investment in helping broadcaster...
01/07/2026
Content Vault, the patent-pending secure content distribution platform protecting high-value media from disclosures, theft and unauthorised access, today announ...
01/07/2026
Bitcentral, Inc. a leading provider of enterprise software and digital media solutions for news, sports and entertainment broadcasters, as well as streaming pla...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
01/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
Businesses across every industry are rolling out AI services this year. For Microsoft, Oracle, Perplexity, Snap and hundreds of other leading companies, using the NVIDIA AI inference platform - a full stack comprising world-class silicon, systems and software - is the key to delivering high-throughput and low-latency inference and enabling great user experiences while lowering cost.
